Premium beverage packs in a studio environment

Agentic decision intelligence for consumer goods

Launch products faster—without increasing risk.

Keel’s specialised AI agents investigate regulatory, technical, manufacturing and commercial questions in parallel—helping teams identify blockers earlier, resolve them faster and move from concept to commercialisation with confidence.

Keel’s specialised AI agents investigate regulatory, technical, manufacturing and commercial questions in parallel—helping teams identify blockers earlier, resolve them faster and move from concept to commercialisation with confidence.

Identify blockers earlier

Reduce decision delays

Keep every conclusion evidence-linked

02 / live assessment

One decision surface. Evidence, risk and next action—kept together.

One decision surface. Evidence, risk and next action—kept together.

Assessment ready.
Live assessment
Prompting orchestrator
Decision Orchestrator
Pending: Regulatory Agent
Pending: Technical Agent
Pending: Manufacturing Agent
Pending: Commercial Agent
Regulatory Agent details
• Step 1
• Step 2
• Step 3
One claims issue identified

Why launches slow down

Product launches rarely stall because of one major problem.

Product launches slow down when evidence is fragmented, risks surface too late and decisions wait for sequential handovers between functions.

Regulatory issues found after formulation is finalised

Missing technical evidence

Ingredient and supplier constraints discovered too late

Manufacturing limitations identified during scale-up

Cost assumptions changing after commercial approval

Decisions waiting for cross-functional alignment

Sequential today

Regulatory

R&D

Manufacturing

Supply

Commercial

One coordinated decision flow

All five functions investigated in parallel, reconciled against one shared evidence base.

Replace sequential handovers with coordinated AI agents.

Keel orchestrates specialised agents to investigate the launch simultaneously, while your teams retain control of final decisions.

Decision Orchestrator

Regulatory

Technical

Manufacturing

Commercial

Decision Orchestrator

Builds the investigation plan, assigns work to specialist agents, reconciles their findings and prioritises the blockers that threaten the launch date.

Investigation plan

Conflict reconciliation

Blocker prioritisation

Work that previously moved between functions sequentially can now be investigated in parallel.

Launch readiness

Four dimensions of launch readiness, assessed continuously.

Regulatory

Technical

Manufacturing

Commercial

Regulatory compliance, ingredients, claims and labelling

Keel checks every ingredient permission, claim and label requirement against the target market before formulation is locked.

Dimension readiness — 74%

Sample output — Mango Active Hydration

Ingredient permissions — AU

Cleared · 38 sources

“Rapid hydration” claim

Substantiation required

Nutrition panel & allergens

Compliant

How Keel works

Find the blockers. Resolve them. Keep the launch moving.

01

Define the launch objective

Enter the product, market, channel, target margin and intended launch date.

02

Keel builds an investigation plan

The Decision Orchestrator determines the questions, evidence and specialist agents required.

03

Agents investigate in parallel

Regulatory, technical, manufacturing and commercial assessments run simultaneously.

04

Keel identifies timeline risks

Missing evidence, conflicting assumptions, dependencies and potential blockers surface early.

05

Teams receive prioritised actions

Each issue receives a recommended action, owner, dependency and urgency.

06

Keel continuously reassesses readiness

Agents update the assessment as evidence and assumptions change.

Beyond new product launches

Accelerate every high-stakes decision across the product lifecycle.

Launch readiness is Keel’s first workflow. The same specialised agents assess the regulatory, technical, manufacturing, supply and commercial implications of decisions throughout the product lifecycle.

New Product Launch

Market Expansion

Reformulation

Claims & Packaging

Supplier Substitution

Cost Optimisation

Mango Active Hydration Drink · AU retail

Are we ready to progress to commercialisation?

Identify unresolved risks, evidence gaps and required actions before committing to scale-up or launch.

Regulatory

Technical

Manufacturing

Commercial

Decision output

Proceed with conditions

Three launch blockers identified before scale-up, each with an owner, dependency and cited evidence.

247 cited evidence points

Keel’s agents re-assess every proposed change across connected functions—showing not only whether it can be done, but what else it affects.

The potential of AI-enabled NPD

Faster decisions can materially improve NPD performance.

20–80%

acceleration in cycle times

External industry benchmark

Up to 50%

reduction in time to market

External industry benchmark

30–50%

improvement in productivity

External industry benchmark

Industry benchmark ranges. Actual outcomes vary by organisation, workflow maturity, data availability and implementation scope.

Measured impact

Measure where every launch saves time.

Time from concept approval to commercialisation

Time from a question being raised to an approved decision

Rework avoided by identifying issues before formulation lock or scale-up

Assessments completed per R&D team

Projects passing gates without repeat work

Commercial value protected by avoiding launch delays

Industry benchmarks show the potential. Keel measures the actual impact on your launches.

From assessment to action

Know exactly what is holding back the launch.

01

Target launch date and current readiness

02

Critical launch blockers

03

Risks likely to create rework or delay

04

Prioritised actions and recommended owners

05

Cross-functional dependencies

06

Proceed, hold or stop recommendation

07

Supporting evidence and source citations

08

A traceable record of every decision

The output is not only a readiness report. It is a coordinated action plan for moving the product toward commercialisation.

Security and governance

Your intelligence. Inside your environment.

Agents access only authorised sources, cite their evidence and maintain a traceable record of the assumptions, findings and recommendations behind every conclusion.

Zero Data Leakage

Models and agents operate within your own VPC or enterprise environment.

Model Agnostic

Use the best foundation model for every use case, with full governance control.

Total Ownership

Customer data and intelligence are not used to train shared, multi-tenant models.

Customer data sources

ERP · PLM · PIM · CRM · regulatory · documents

Keel intelligence layer

Orchestration · specialist agents · evidence graph

Decision workflows

Readiness · actions · owners · approvals

Agentic in execution. Human-accountable in decision-making.

About Keel

Better launch decisions shouldn’t depend on who happens to be in the room.

Critical Consumer Goods decisions are often spread across functions, systems and documents—making it difficult for teams to see the complete picture at the right time.

Keel creates a shared, evidence-backed decision layer that connects regulatory, technical, manufacturing and commercial intelligence, helping teams identify risks earlier and move forward with confidence.

Mission

Help Consumer Goods teams make faster, better-connected product decisions.

Vision

Every high-stakes product decision should be informed by complete evidence—not fragmented information or the loudest voice in the room.

Why Keel

AI is increasingly accessible. Trusted decision intelligence is harder to build.

Internal Workflows

Teams understand the business deeply, but decision evidence is often fragmented across functions, systems, documents and meetings.

Consultancies

Consultants can structure complex assessments, but each engagement requires time to understand the organisation’s products, processes, markets and manufacturing constraints.

General-Purpose AI

Foundation models can generate answers, but they do not inherently understand company-specific product specifications, regulations, operations or decision processes.

Keel

Keel combines organisational knowledge, specialised Consumer Goods agents and structured decision workflows. It investigates questions across functions, connects dependencies and produces recommendations supported by traceable evidence.

Purpose-built for decisions that cross functional boundaries.

Consumer Goods-specific workflows

Regulatory, technical, manufacturing and commercial agents

Parallel investigation across functions

Connected evidence and source citations

Cross-functional dependencies surfaced early

Human accountability for every final decision

Keel doesn’t replace teams or their expertise. It gives them a shared intelligence layer for reaching better decisions, faster.

Keel doesn’t replace teams or their expertise. It gives them a shared intelligence layer for reaching better decisions, faster.

Keel doesn’t replace teams or their expertise. It gives them a shared intelligence layer for reaching better decisions, faster.

Food manufacturing line

Working session

Bring us one live launch. See what is slowing it down.

Tell us what you’re working on. We’ll arrange a focused conversation to explore where Keel could help your team identify blockers and make faster decisions.